Construction of dynamic trafficability map for unmanned vehicles considering multiple environmental factors and path planning.

IF 3.9 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Qingyun Liu, Xiong You, Xin Zhang, Jiwei Zuo
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引用次数: 0

Abstract

Comprehensively considering the off-road trafficability of multiple environmental factors and carrying out optimal path planning is very important for assisting commanders to formulate battlefield maneuvering plans. Previous studies have had issues such as insufficient consideration of environmental factors that affect vehicle trafficability, failure to take into account the impact of meteorological factors on off-road trafficability, failure to consider spatiotemporal dynamic changes in influencing factors, and inaccurate construction of trafficability maps. Therefore, this article constructs a dynamic trafficability map of unmanned vehicles that integrates multiple environmental factors, considers the impact of meteorological factors on vehicle trafficability, takes into account the spatiotemporal dynamic changes of vehicle influencing factors, and conducts research on unmanned vehicle path planning based on the constructed trafficability map and improved A* algorithm. The results indicate that the constructed vehicle dynamic trafficability map can reflect the trafficability of different vehicles at different times. The paths planned by the traditional A* algorithm and the improved A* algorithm are different, and the improved A* algorithm is superior to the paths planned by the traditional A* algorithm. The relevant research provides theoretical and technical guidance for evaluating the trafficability of different vehicles at different times within a region.

考虑多环境因素和路径规划的无人驾驶车辆动态交通能力图构建。
综合考虑多种环境因素的越野可通行性,进行最优路径规划,对辅助指挥员制定战场机动计划具有重要意义。以往的研究存在对影响车辆通行性的环境因素考虑不足、未考虑气象因素对非公路通行性的影响、未考虑影响因素的时空动态变化、通行性图构建不准确等问题。因此,本文构建了融合多环境因素、考虑气象因素对车辆可通行性影响、考虑车辆影响因素时空动态变化的无人驾驶车辆可通行性动态图,并基于构建的可通行性图和改进的a *算法进行无人驾驶车辆路径规划研究。结果表明,所构建的车辆动态可通过性图能够反映不同车辆在不同时间的可通过性。传统的A*算法和改进的A*算法规划的路径不同,改进的A*算法比传统的A*算法规划的路径要好。相关研究为评价区域内不同车辆在不同时间的可通行性提供了理论和技术指导。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Scientific Reports
Scientific Reports Natural Science Disciplines-
CiteScore
7.50
自引率
4.30%
发文量
19567
审稿时长
3.9 months
期刊介绍: We publish original research from all areas of the natural sciences, psychology, medicine and engineering. You can learn more about what we publish by browsing our specific scientific subject areas below or explore Scientific Reports by browsing all articles and collections. Scientific Reports has a 2-year impact factor: 4.380 (2021), and is the 6th most-cited journal in the world, with more than 540,000 citations in 2020 (Clarivate Analytics, 2021). •Engineering Engineering covers all aspects of engineering, technology, and applied science. It plays a crucial role in the development of technologies to address some of the world''s biggest challenges, helping to save lives and improve the way we live. •Physical sciences Physical sciences are those academic disciplines that aim to uncover the underlying laws of nature — often written in the language of mathematics. It is a collective term for areas of study including astronomy, chemistry, materials science and physics. •Earth and environmental sciences Earth and environmental sciences cover all aspects of Earth and planetary science and broadly encompass solid Earth processes, surface and atmospheric dynamics, Earth system history, climate and climate change, marine and freshwater systems, and ecology. It also considers the interactions between humans and these systems. •Biological sciences Biological sciences encompass all the divisions of natural sciences examining various aspects of vital processes. The concept includes anatomy, physiology, cell biology, biochemistry and biophysics, and covers all organisms from microorganisms, animals to plants. •Health sciences The health sciences study health, disease and healthcare. This field of study aims to develop knowledge, interventions and technology for use in healthcare to improve the treatment of patients.
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